The extracted features can be used to describe or cluster time series based on the extracted characteristics.
Further, they can be used to build models that perform classification/regression tasks on the time series.
Often the features give new insights into time series and their dynamics.

The tsfresh package has been used successfully in projects involving

the prediction of the life span of machines

the prediction of the quality of steel billets during a continuous casting process